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Attention Mechanisms in Computer Vision: A Survey

Attention Mechanisms in Computer Vision: A Survey

15 November 2021
Meng-Hao Guo
Tianhan Xu
Jiangjiang Liu
Zheng-Ning Liu
Peng-Tao Jiang
Tai-Jiang Mu
Song-Hai Zhang
Ralph Robert Martin
Ming-Ming Cheng
Shimin Hu
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Papers citing "Attention Mechanisms in Computer Vision: A Survey"

50 / 158 papers shown
Title
Disentangled Non-Local Neural Networks
Disentangled Non-Local Neural Networks
Minghao Yin
Zhuliang Yao
Yue Cao
Xiu Li
Zheng Zhang
Stephen Lin
Han Hu
87
328
0
11 Jun 2020
Language Models are Few-Shot Learners
Language Models are Few-Shot Learners
Tom B. Brown
Benjamin Mann
Nick Ryder
Melanie Subbiah
Jared Kaplan
...
Christopher Berner
Sam McCandlish
Alec Radford
Ilya Sutskever
Dario Amodei
BDL
500
41,106
0
28 May 2020
End-to-End Object Detection with Transformers
End-to-End Object Detection with Transformers
Nicolas Carion
Francisco Massa
Gabriel Synnaeve
Nicolas Usunier
Alexander Kirillov
Sergey Zagoruyko
ViT
3DV
PINN
299
12,906
0
26 May 2020
Exploring Self-attention for Image Recognition
Exploring Self-attention for Image Recognition
Hengshuang Zhao
Jiaya Jia
V. Koltun
SSL
80
778
0
28 Apr 2020
ResNeSt: Split-Attention Networks
ResNeSt: Split-Attention Networks
Hang Zhang
Chongruo Wu
Zhongyue Zhang
Yi Zhu
Yanghua Peng
...
Tong He
Jonas W. Mueller
R. Manmatha
Mu Li
Alex Smola
82
1,471
0
19 Apr 2020
MLCVNet: Multi-Level Context VoteNet for 3D Object Detection
MLCVNet: Multi-Level Context VoteNet for 3D Object Detection
Qian Xie
Yu-kun Lai
Jing Wu
Zhoutao Wang
Yiming Zhang
Kai Xu
Jun Wang
3DPC
118
173
0
12 Apr 2020
Strip Pooling: Rethinking Spatial Pooling for Scene Parsing
Strip Pooling: Rethinking Spatial Pooling for Scene Parsing
Qibin Hou
Li Zhang
Ming-Ming Cheng
Jiashi Feng
SSeg
3DPC
73
506
0
30 Mar 2020
Multi-Granularity Reference-Aided Attentive Feature Aggregation for
  Video-based Person Re-identification
Multi-Granularity Reference-Aided Attentive Feature Aggregation for Video-based Person Re-identification
Zhizheng Zhang
Cuiling Lan
Wenjun Zeng
Zhibo Chen
VOS
44
100
0
27 Mar 2020
Spatial Pyramid Based Graph Reasoning for Semantic Segmentation
Spatial Pyramid Based Graph Reasoning for Semantic Segmentation
Xia Li
Yibo Yang
Qijie Zhao
Tiancheng Shen
Zhouchen Lin
Hong Liu
SSeg
GNN
123
161
0
23 Mar 2020
PointASNL: Robust Point Clouds Processing using Nonlocal Neural Networks
  with Adaptive Sampling
PointASNL: Robust Point Clouds Processing using Nonlocal Neural Networks with Adaptive Sampling
Xu Yan
Chaoda Zheng
Zhuguo Li
Sheng Wang
Shuguang Cui
3DPC
81
549
0
01 Mar 2020
Dynamic Convolution: Attention over Convolution Kernels
Dynamic Convolution: Attention over Convolution Kernels
Yinpeng Chen
Xiyang Dai
Mengchen Liu
Dongdong Chen
Lu Yuan
Zicheng Liu
66
886
0
07 Dec 2019
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural
  Networks
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks
Qilong Wang
Banggu Wu
Peng Fei Zhu
P. Li
W. Zuo
Q. Hu
127
3,957
0
08 Oct 2019
Gated Channel Transformation for Visual Recognition
Gated Channel Transformation for Visual Recognition
Zongxin Yang
Linchao Zhu
Yu Wu
Yezhou Yang
ViT
33
205
0
25 Sep 2019
Segmentation Transformer: Object-Contextual Representations for Semantic
  Segmentation
Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation
Yuhui Yuan
Xiaokang Chen
Xilin Chen
Jingdong Wang
ViT
161
1,407
0
24 Sep 2019
Second-order Non-local Attention Networks for Person Re-identification
Second-order Non-local Attention Networks for Person Re-identification
Bryan (Ning) Xia
Xia
Yuan Gong
Yizhe Zhang
C. Poellabauer
3DPC
54
180
0
31 Aug 2019
VL-BERT: Pre-training of Generic Visual-Linguistic Representations
VL-BERT: Pre-training of Generic Visual-Linguistic Representations
Weijie Su
Xizhou Zhu
Yue Cao
Bin Li
Lewei Lu
Furu Wei
Jifeng Dai
VLM
MLLM
SSL
124
1,657
0
22 Aug 2019
Asymmetric Non-local Neural Networks for Semantic Segmentation
Asymmetric Non-local Neural Networks for Semantic Segmentation
Zhen Zhu
Mengde Xu
S. Bai
Tengteng Huang
X. Bai
153
608
0
21 Aug 2019
Mixed High-Order Attention Network for Person Re-Identification
Mixed High-Order Attention Network for Person Re-Identification
Binghui Chen
Weihong Deng
Jiani Hu
CVBM
52
355
0
16 Aug 2019
ABD-Net: Attentive but Diverse Person Re-Identification
ABD-Net: Attentive but Diverse Person Re-Identification
Tianlong Chen
Shaojin Ding
Jingyi Xie
Ye Yuan
Wuyang Chen
Yang
Zhou Ren
Zhangyang Wang
73
479
0
03 Aug 2019
L2G Auto-encoder: Understanding Point Clouds by Local-to-Global
  Reconstruction with Hierarchical Self-Attention
L2G Auto-encoder: Understanding Point Clouds by Local-to-Global Reconstruction with Hierarchical Self-Attention
Xinhai Liu
Zhizhong Han
Xin Wen
Yu-Shen Liu
Matthias Zwicker
3DPC
91
86
0
02 Aug 2019
Expectation-Maximization Attention Networks for Semantic Segmentation
Expectation-Maximization Attention Networks for Semantic Segmentation
Xia Li
Zhisheng Zhong
Jianlong Wu
Yibo Yang
Zhouchen Lin
Hong Liu
3DV
3DPC
94
555
0
31 Jul 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding
XLNet: Generalized Autoregressive Pretraining for Language Understanding
Zhilin Yang
Zihang Dai
Yiming Yang
J. Carbonell
Ruslan Salakhutdinov
Quoc V. Le
AI4CE
183
8,386
0
19 Jun 2019
Stand-Alone Self-Attention in Vision Models
Stand-Alone Self-Attention in Vision Models
Prajit Ramachandran
Niki Parmar
Ashish Vaswani
Irwan Bello
Anselm Levskaya
Jonathon Shlens
VLM
SLR
ViT
68
1,208
0
13 Jun 2019
LatentGNN: Learning Efficient Non-local Relations for Visual Recognition
LatentGNN: Learning Efficient Non-local Relations for Visual Recognition
Songyang Zhang
Shipeng Yan
Xuming He
GNN
66
81
0
28 May 2019
GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond
GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond
Yue Cao
Jiarui Xu
Stephen Lin
Fangyun Wei
Han Hu
ISeg
68
1,561
0
25 Apr 2019
Local Relation Networks for Image Recognition
Local Relation Networks for Image Recognition
Han Hu
Zheng Zhang
Zhenda Xie
Stephen Lin
FAtt
61
499
0
25 Apr 2019
Attention Augmented Convolutional Networks
Attention Augmented Convolutional Networks
Irwan Bello
Barret Zoph
Ashish Vaswani
Jonathon Shlens
Quoc V. Le
123
1,008
0
22 Apr 2019
An Empirical Study of Spatial Attention Mechanisms in Deep Networks
An Empirical Study of Spatial Attention Mechanisms in Deep Networks
Xizhou Zhu
Dazhi Cheng
Zheng Zhang
Stephen Lin
Jifeng Dai
69
409
0
11 Apr 2019
CondConv: Conditionally Parameterized Convolutions for Efficient
  Inference
CondConv: Conditionally Parameterized Convolutions for Efficient Inference
Brandon Yang
Gabriel Bender
Quoc V. Le
Jiquan Ngiam
MedIm
3DV
52
628
0
10 Apr 2019
Modeling Point Clouds with Self-Attention and Gumbel Subset Sampling
Modeling Point Clouds with Self-Attention and Gumbel Subset Sampling
Jiancheng Yang
Qiang Zhang
Bingbing Ni
Linguo Li
Jinxian Liu
Mengdie Zhou
Qi Tian
3DPC
64
379
0
06 Apr 2019
Relation-Aware Global Attention for Person Re-identification
Relation-Aware Global Attention for Person Re-identification
Zhizheng Zhang
Cuiling Lan
Wenjun Zeng
Xin Jin
Zhibo Chen
3DPC
67
476
0
05 Apr 2019
An Attentive Survey of Attention Models
An Attentive Survey of Attention Models
S. Chaudhari
Varun Mithal
Gungor Polatkan
R. Ramanath
114
649
0
05 Apr 2019
SRM : A Style-based Recalibration Module for Convolutional Neural
  Networks
SRM : A Style-based Recalibration Module for Convolutional Neural Networks
HyunJae Lee
Hyo-Eun Kim
Hyeonseob Nam
25
222
0
26 Mar 2019
Selective Kernel Networks
Selective Kernel Networks
Xiang Li
Wenhai Wang
Xiaolin Hu
Jian Yang
70
2,015
0
15 Mar 2019
Looking for the Devil in the Details: Learning Trilinear Attention
  Sampling Network for Fine-grained Image Recognition
Looking for the Devil in the Details: Learning Trilinear Attention Sampling Network for Fine-grained Image Recognition
Heliang Zheng
Jianlong Fu
Zhengjun Zha
Jiebo Luo
57
383
0
14 Mar 2019
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context
Zihang Dai
Zhilin Yang
Yiming Yang
J. Carbonell
Quoc V. Le
Ruslan Salakhutdinov
VLM
140
3,714
0
09 Jan 2019
Hierarchical LSTMs with Adaptive Attention for Visual Captioning
Hierarchical LSTMs with Adaptive Attention for Visual Captioning
Jingkuan Song
Xiangpeng Li
Lianli Gao
Heng Tao Shen
46
221
0
26 Dec 2018
Graph-Based Global Reasoning Networks
Graph-Based Global Reasoning Networks
Yunpeng Chen
Marcus Rohrbach
Zhicheng Yan
Shuicheng Yan
Jiashi Feng
Yannis Kalantidis
GNN
NAI
291
457
0
30 Nov 2018
Global Second-order Pooling Convolutional Networks
Global Second-order Pooling Convolutional Networks
Zilin Gao
Jiangtao Xie
Qilong Wang
P. Li
49
332
0
29 Nov 2018
CCNet: Criss-Cross Attention for Semantic Segmentation
CCNet: Criss-Cross Attention for Semantic Segmentation
Zilong Huang
Xinggang Wang
Yunchao Wei
Lichao Huang
Humphrey Shi
Wenyu Liu
Chang Huang
VOS
131
2,531
0
28 Nov 2018
You Look Twice: GaterNet for Dynamic Filter Selection in CNNs
You Look Twice: GaterNet for Dynamic Filter Selection in CNNs
Zhourong Chen
Yang Li
Samy Bengio
Si Si
59
98
0
27 Nov 2018
Deformable ConvNets v2: More Deformable, Better Results
Deformable ConvNets v2: More Deformable, Better Results
Xizhou Zhu
Han Hu
Stephen Lin
Jifeng Dai
ObjD
83
1,998
0
27 Nov 2018
STA: Spatial-Temporal Attention for Large-Scale Video-based Person
  Re-Identification
STA: Spatial-Temporal Attention for Large-Scale Video-based Person Re-Identification
Yang Fu
Xiaoyang Wang
Yunchao Wei
Thomas Huang
AI4TS
44
203
0
09 Nov 2018
Compact Generalized Non-local Network
Compact Generalized Non-local Network
Kaiyu Yue
Ming Sun
Yuchen Yuan
Feng Zhou
Errui Ding
Fuxin Xu
29
161
0
31 Oct 2018
Gather-Excite: Exploiting Feature Context in Convolutional Neural
  Networks
Gather-Excite: Exploiting Feature Context in Convolutional Neural Networks
Jie Hu
Li Shen
Samuel Albanie
Gang Sun
Andrea Vedaldi
61
573
0
29 Oct 2018
$A^2$-Nets: Double Attention Networks
A2A^2A2-Nets: Double Attention Networks
Yunpeng Chen
Yannis Kalantidis
Jianshu Li
Shuicheng Yan
Jiashi Feng
59
532
0
27 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language
  Understanding
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Jacob Devlin
Ming-Wei Chang
Kenton Lee
Kristina Toutanova
VLM
SSL
SSeg
966
93,936
0
11 Oct 2018
Set Transformer: A Framework for Attention-based Permutation-Invariant
  Neural Networks
Set Transformer: A Framework for Attention-based Permutation-Invariant Neural Networks
Juho Lee
Yoonho Lee
Jungtaek Kim
Adam R. Kosiorek
Seungjin Choi
Yee Whye Teh
65
274
0
01 Oct 2018
Interpretable Spatio-temporal Attention for Video Action Recognition
Interpretable Spatio-temporal Attention for Video Action Recognition
Lili Meng
Bo Zhao
B. Chang
Gao Huang
Wei Sun
Fred Tung
Leonid Sigal
55
83
0
01 Oct 2018
Dual Attention Network for Scene Segmentation
Dual Attention Network for Scene Segmentation
J. Fu
Qingbin Liu
Haijie Tian
Yong Li
Yongjun Bao
Zhiwei Fang
Hanqing Lu
SSeg
255
5,079
0
09 Sep 2018
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